{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0ae1c0a7-32bd-40fc-8b78-cee56ff54666",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "from torch.utils.data import DataLoader, TensorDataset\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b97ab076-0c9f-48a1-a365-1d37ad1d2c30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置随机数种子\n",
    "np.random.seed(32)\n",
    "\n",
    "# 样本点数量\n",
    "num_samples = 100\n",
    "\n",
    "# y = x^2 + 1\n",
    "X = np.random.uniform(-5, 5, (num_samples, 1)) # 均匀分布\n",
    "Y = X ** 2 + 1 + 5 * np.random.normal(0, 1, (num_samples, 1)) # 正态分布的噪声\n",
    "\n",
    "# 将Numpy变量转化为浮点型PyTorch变量\n",
    "X = torch.from_numpy(X).float() \n",
    "Y = torch.from_numpy(Y).float()\n",
    "\n",
    "plt.scatter(X, Y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fb84a07-7476-4f16-8af3-a481f679427e",
   "metadata": {},
   "source": [
    "### 数据集划分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "555de6f6-2f1a-406f-b532-ac82653e5860",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_X, test_X, train_Y, test_Y = train_test_split(X, Y, test_size=0.3, random_state=0)\n",
    "\n",
    "train_dataloader = DataLoader(TensorDataset(train_X, train_Y), batch_size=32, shuffle=True)\n",
    "test_dataloader = DataLoader(TensorDataset(test_X, test_Y), batch_size=32, shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1099575-5a36-4e64-9041-52ecb2ef2e22",
   "metadata": {},
   "source": [
    "### 模型定义"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "25a92af9-88ad-4c38-b4fb-b27f35de8bd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 欠拟合\n",
    "class LinearRegression(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.linear = nn.Linear(1, 1)\n",
    "\n",
    "    def forward(self, x):\n",
    "        return self.linear(x)\n",
    "\n",
    "class MLP(nn.Module): # 一层隐藏藏\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.hidden = nn.Linear(1, 8)\n",
    "        self.relu = nn.ReLU()\n",
    "        self.output = nn.Linear(8, 1)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.hidden(x)\n",
    "        x = self.relu(x)\n",
    "        x = self.output(x)\n",
    "        return x\n",
    "\n",
    "class MLPOverfitting(nn.Module): # 过拟合\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.hidden1 = nn.Linear(1, 256)\n",
    "        self.hidden2 = nn.Linear(256, 256)\n",
    "        self.output = nn.Linear(256, 1)\n",
    "        self.relu = nn.ReLU()\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.hidden1(x)\n",
    "        x = self.relu(x)\n",
    "        x = self.hidden2(x)\n",
    "        x = self.relu(x)\n",
    "        x = self.output(x)\n",
    "        return x\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d072ad8-a464-47c4-b8ce-b335c6a0e9d8",
   "metadata": {},
   "source": [
    "### 辅助函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d7881303-0aa5-4c56-a076-e690481b4c16",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_errors(models, num_epochs, train_dataloader, test_dataloader):\n",
    "    loss_fn = nn.MSELoss() # MSE损失函数\n",
    "\n",
    "    # 训练和测试误差的列表\n",
    "    train_losses = []\n",
    "    test_losses = []\n",
    "\n",
    "    # 遍历每一个模型\n",
    "    for model in models:\n",
    "        optimizer = torch.optim.SGD(model.parameters(), lr=0.005) # 使用SGD优化器\n",
    "        \n",
    "        # 每一个模型的训练和测试误差\n",
    "        train_losses_per_model = []\n",
    "        test_losses_per_model = []\n",
    "\n",
    "        for epoch in range(num_epochs):\n",
    "            model.train()\n",
    "            train_loss = 0\n",
    "            for inputs, targets in train_dataloader:\n",
    "                # 优化器清空梯度\n",
    "                # 将数据输入模型\n",
    "                # 计算loss\n",
    "                # 反向传播\n",
    "                # 迭代优化器\n",
    "                # train_loss\n",
    "                optimizer.zero_grad()\n",
    "                outputs = model(inputs)\n",
    "                loss = loss_fn(outputs, targets)\n",
    "                loss.backward()\n",
    "                optimizer.step()\n",
    "                train_loss += loss.item() # loss是一个单个值的tensor，item()将其转换为Python标量（浮点数）返回\n",
    "\n",
    "            train_loss /= len(train_dataloader)\n",
    "            train_losses_per_model.append(train_loss)\n",
    "\n",
    "            model.eval()\n",
    "            test_loss = 0\n",
    "            with torch.no_grad(): # eval模式\n",
    "                for inputs, targets in test_dataloader:\n",
    "                    outputs = model(inputs)\n",
    "                    loss = loss_fn(outputs, targets)\n",
    "                    test_loss += loss.item()\n",
    "\n",
    "                test_loss /= len(test_dataloader)\n",
    "                test_losses_per_model.append(test_loss)\n",
    "\n",
    "        train_losses.append(train_losses_per_model)\n",
    "        test_losses.append(test_losses_per_model)\n",
    "    return train_losses, test_losses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b20cc808-d93d-4b40-b90a-a9e8defd615f",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_epochs = 200\n",
    "models = [LinearRegression(), MLP(), MLPOverfitting()]\n",
    "train_losses, test_losses = plot_errors(models, num_epochs, train_dataloader, test_dataloader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c1f2c01b-63e6-44ed-8937-b68039932499",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, model in enumerate(models):\n",
    "    plt.figure(figsize=(8, 4))\n",
    "    plt.plot(range(num_epochs), train_losses[i], label=f\"Train {model.__class__.__name__}\")\n",
    "    plt.plot(range(num_epochs), test_losses[i], label=f\"Test {model.__class__.__name__}\")\n",
    "    plt.legend()\n",
    "    plt.ylim((0, 200))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "585f61e7-7c22-4257-aa0f-8d8415340e6e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.21"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
